Through Mendelian randomization analysis, five exposure factors were screened out, including coronary atherosclerosis, cell adhesion molecule 3, dipeptidase 1, THOP1, and dipeptidyl peptidase 2. This evidence concerns the gene DPEP1 and coronary atherosclerosis.